US7502352B2 - Scheduling method for quality of service differentiation for non-real time services in packet radio networks - Google Patents
Scheduling method for quality of service differentiation for non-real time services in packet radio networks Download PDFInfo
- Publication number
- US7502352B2 US7502352B2 US10/439,759 US43975903A US7502352B2 US 7502352 B2 US7502352 B2 US 7502352B2 US 43975903 A US43975903 A US 43975903A US 7502352 B2 US7502352 B2 US 7502352B2
- Authority
- US
- United States
- Prior art keywords
- blocks
- airlink
- mobile unit
- minimum number
- schedule
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active, expires
Links
- 238000000034 method Methods 0.000 title claims abstract description 47
- 230000004069 differentiation Effects 0.000 title description 8
- 230000005540 biological transmission Effects 0.000 description 22
- 239000000872 buffer Substances 0.000 description 6
- 230000001186 cumulative effect Effects 0.000 description 6
- 230000006978 adaptation Effects 0.000 description 5
- 238000012546 transfer Methods 0.000 description 4
- 238000013459 approach Methods 0.000 description 2
- 230000003247 decreasing effect Effects 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 238000009472 formulation Methods 0.000 description 2
- 239000000203 mixture Substances 0.000 description 2
- 230000000737 periodic effect Effects 0.000 description 2
- 238000013468 resource allocation Methods 0.000 description 2
- 230000007480 spreading Effects 0.000 description 2
- 230000008901 benefit Effects 0.000 description 1
- 230000001413 cellular effect Effects 0.000 description 1
- 238000004891 communication Methods 0.000 description 1
- 230000001934 delay Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 230000008014 freezing Effects 0.000 description 1
- 238000007710 freezing Methods 0.000 description 1
- 230000002045 lasting effect Effects 0.000 description 1
- 238000005259 measurement Methods 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 238000012856 packing Methods 0.000 description 1
- 238000012545 processing Methods 0.000 description 1
- 230000009466 transformation Effects 0.000 description 1
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 description 1
Images
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/10—Flow control; Congestion control
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/10—Flow control; Congestion control
- H04L47/24—Traffic characterised by specific attributes, e.g. priority or QoS
- H04L47/2408—Traffic characterised by specific attributes, e.g. priority or QoS for supporting different services, e.g. a differentiated services [DiffServ] type of service
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/10—Flow control; Congestion control
- H04L47/24—Traffic characterised by specific attributes, e.g. priority or QoS
- H04L47/2416—Real-time traffic
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L47/00—Traffic control in data switching networks
- H04L47/10—Flow control; Congestion control
- H04L47/24—Traffic characterised by specific attributes, e.g. priority or QoS
- H04L47/245—Traffic characterised by specific attributes, e.g. priority or QoS using preemption
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W28/00—Network traffic management; Network resource management
- H04W28/02—Traffic management, e.g. flow control or congestion control
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W72/00—Local resource management
- H04W72/50—Allocation or scheduling criteria for wireless resources
- H04W72/56—Allocation or scheduling criteria for wireless resources based on priority criteria
- H04W72/566—Allocation or scheduling criteria for wireless resources based on priority criteria of the information or information source or recipient
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W8/00—Network data management
- H04W8/02—Processing of mobility data, e.g. registration information at HLR [Home Location Register] or VLR [Visitor Location Register]; Transfer of mobility data, e.g. between HLR, VLR or external networks
- H04W8/04—Registration at HLR or HSS [Home Subscriber Server]
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W28/00—Network traffic management; Network resource management
- H04W28/16—Central resource management; Negotiation of resources or communication parameters, e.g. negotiating bandwidth or QoS [Quality of Service]
- H04W28/26—Resource reservation
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W84/00—Network topologies
- H04W84/02—Hierarchically pre-organised networks, e.g. paging networks, cellular networks, WLAN [Wireless Local Area Network] or WLL [Wireless Local Loop]
- H04W84/04—Large scale networks; Deep hierarchical networks
Definitions
- the present invention relates to communication systems generally and, in particular, to a method and apparatus for scheduling traffic within a packetized radio services network.
- General packet radio services (GPRS) and enhanced general packet radio services (EGPRS) networks are used to communicate various data services between users or subscribers.
- GPRS General packet radio services
- EGPRS enhanced general packet radio services
- GPRS/EGPRS enhanced general packet radio services
- RF radio frequency
- different users sharing a time slot may experience different link quality at the same time.
- the observed transmission quality by each user varies over time due to fluctuations in signal strength and interference power, as well as changes in air link coding introduced by link adaptation.
- approaches to managing the quality of service (QoS) designed for wired-line networks are not directly applicable to a GPRS/EGPRS air link.
- the invention comprises a method and apparatus for providing user-perceivable quality of service (QoS) levels within a GPRS/EGPRS network environment.
- QoS quality of service
- the invention advantageously uses one or more of a microscheduling technique, a peak picking technique and other techniques and methodologies to provide differentiated quality of service levels to users while maximizing total network throughput.
- the invention may be adapted to maximize revenues of a GPRS/EGPRS service provider.
- FIG. 1 illustrates a high-level block diagram of a GPRS network benefiting from the present invention
- FIG. 2 illustrates a scheduling horizon
- FIG. 3 illustrates a micro-schedule of the present invention
- FIG. 4 illustrates a flowchart of a method for generating a micro-schedule of the present invention
- FIG. 5 illustrates a graph of a “throughput cone” of the present invention.
- the present invention comprises a method and apparatus for providing differentiated quality of service (QoS) levels within a GPRS/EGPRS network environment.
- QoS quality of service
- FIG. 1 depicts a high-level block diagram of a GPRS network 100 benefiting from the present invention.
- the network comprises a resource manager 10 , a timeslot manager 120 and a micro-scheduler 130 .
- the resource manager 110 assigns uplink and downlink temporary block flows (TBFs) to timeslots. Assignment decisions take into account the current loading on each timeslot as well as the minimum and maximum throughput constraints of each user.
- the resource manager also reassigns temporary block flows to timeslots when the micro-scheduler 130 is unable to meet minimum logical link control (LLC) throughput constraints.
- LLC minimum logical link control
- the micro-scheduler 130 assigns uplink and downlink blocks on each timeslot to mobile units 150 to satisfy their minimum and maximum rate constraints. In one embodiment, decisions can be made on the timescale of once every 20 milliseconds.
- the micro-scheduler 130 can optionally implement “peak picking” as disclosed below. It also decides whether to suspend mobile units if their block error rates are too high. Finally, the timeslot manager 120 decides when to request and release timeslots.
- the present invention discloses a framework that will handle a plurality of QoS classes, and will also provide meaningful QoS differentiation for non-realtime services that can be easily extended to support realtime services.
- the present QoS-differentiation on the GPRS/EGPRS airlink for both realtime and non-realtime QoS classes is premised on guarantee of data transmission rate. Namely, the network tries to guarantee LLC data transmission rates between operator defined minimum and maximum values. The difference between realtime and non-realtime services is the time interval over which the rate must be enforced. Because of their stringent delay constraints, realtime services must be guaranteed a fixed number of airlink blocks over a relatively short time horizon (tens of milliseconds). In contrast, non-realtime services are not as delay sensitive.
- the present invention will attempt to track LLC throughput targets over a relatively long timescale (> ⁇ 3 seconds) for traffic which is not delay sensitive. Users transmitting/receiving a few kilobytes of data will perceive differences in performance, provided the minimum and maximum rates are defined appropriately.
- the present invention aims to differentiate the performance seen by users transmitting large volumes of data (e.g., a few kilobytes or more). There is a direct relationship between LLC throughputs and the time required to complete bulk data transfers, download web pages, and the like.
- the present invention will attempt to track LLC throughput targets over shorter timescales.
- the present invention casts QoS-differentiation as a solution to the following linear program:
- the objective function in (Equ.1) represents the total EGPRS/GPRS revenue the network operator will earn over the air interface.
- One goal of QoS differentiation feature is to select the fraction of airlink blocks to allocate to each user on each timeslot it is assigned (the vector ⁇ right arrow over (p) ⁇ i j ) such that the network operator may maximize revenue, subject to the constraints outlined in (Equ. 2)-(Equ. 4).
- the revenue factors c j are fairly generic. If, for example, the revenue factor c j is equal for all classes, the solution to the linear program in (Equ. 1)-(Equ. 4) maximizes the total LLC throughput carried over the airlink, subject to the minimum and maximum throughput constraints in (Equ. 2). If the network operator uses volume-based pricing schedules for different user classes, the revenue factor ci can be selected to reflect the relative rates paid by each service class.
- ⁇ s ⁇ S i j ⁇ ⁇ p i j ⁇ ( s ) ⁇ r i j denotes the total LLC-layer throughput a user will receive under its allocation of physical layer bandwidth (radio blocks). Regardless of which coding scheme is used over the air interface, the network will try to guarantee each user a minimum LLC-layer throughput R min j measured over a timescale of seconds. Network operators provide service differentiation by assigning different user classes different minimum LLC throughput targets, the assumption being that users who pay more for GPRS/EGPRS service will be assigned higher minimum LLC-layer throughput targets.
- the constraint in (Equ. 2) also allows the network operator to specify a maximum LLC-layer throughput target R max j .
- Capping the maximum LLC-layer throughput gives service providers an additional mechanism for differentiating the service experienced by different user classes. For example, network operators may want to limit the maximum LLC-layer throughputs observed by users in a particular class even if additional airlink capacity is available. The downside to enforcing these limits is that it may leave airlink resources idle.
- the constraint in (Equ. 2) can also accommodate network operators who don't wish to keep airlink resources idle if there is traffic to send: setting R max j to infinity for all service classes achieves this result.
- the maximum target is an easy parameter for network operators to understand, and is an excellent measure of user-perceived performance.
- the linear program has an extreme point solution with the following structural properties:
- Each user i in each service class j is allocated at least enough airlink radio block capacity on each timeslot it has been assigned to satisfy its minimum LLC throughput limit.
- Additional airlink radio block capacity is given to the mobile stations that can generate the largest revenue for the network operator, subject to the maximum LLC throughput constraint. For example, the mobile unit with the highest value of c j ⁇ r i j is allocated additional capacity, until it hits its maximum throughput requirements (or there is no more data to send to the mobile). Then the mobile unit with the next highest value of c j ⁇ r i j is allocated additional capacity until its maximum LLC-layer throughput is hit, and so on.
- This formulation is referred to as “peak picking,” short term allocation of airlink resources to those mobile units that are currently capable of generating the most revenue for the network operator.
- the present invention casts QoS differentiation as a linear program in one embodiment, the present invention is not so limited. Namely, if the linear program is not feasible, the constraint in (Equ. 2) can be relaxed.
- the relaxation can be accomplished in such a way that each user class is given the same minimum rate, and the ratios of the minimum LLC rates allocated to different service classes are similar to the ratios of the target minima. Similarly, it may be advantageous to first try to satisfy LLC-constraints for those mobile units with the highest revenue per byte.
- a network operator may sell radio blocks and is indifferent to how efficiently the blocks are used by different mobiles.
- a reasonable way of differentiating quality of service under this charging model is to attempt to provide each user with a suitable number of airlink blocks per second within minimum and maximum bounds, allocating additional blocks to users paying the highest price.
- Peak picking can substantially improve overall system capacity and system efficiency. Specifically, since LLC throughputs are enforced over timescales of seconds for traffic classes which are not delay sensitive, the QoS feature can take advantage of short-term variations in link quality observed by different users, i.e., giving the airlink to the users which will make the best use of the airlink. Peak-picking will allow operators to carry more data over the airlink, thereby improving the ability of network operators to generate revenue from the airlink. This is a useful method to incorporate in a QoS differentiation feature.
- the micro-scheduler 130 determines how airlink blocks not needed to carry RLC control blocks (PACCH) should be distributed among all active TBFs on the timeslots they have been assigned.
- PACCH RLC control blocks
- the micro-scheduler attempts to satisfy each TBF's minimum throughput constraints. Blocks in excess of those needed to satisfy minimum throughput constraints are assigned to the TBFs generating the highest revenue per airlink block (peak picking), subject to keeping throughputs below each user's maximum throughput constraints.
- FIG. 2 illustrates a scheduling horizon for the micro-scheduler.
- the micro-scheduler divides time into consecutive, fixed-length intervals 200 i as shown in FIG. 2 .
- Each fixed length interval 200 is termed a “micro-schedule horizon.”
- the duration of a micro-schedule horizon is expected to be 200 milliseconds.
- the micro-scheduler determines the minimum and maximum number of airlink blocks that should be allocated to each TBF over the duration of the scheduling horizon and on which timeslots the blocks should be transmitted.
- the minimum and maximum blocks are selected so that as much as possible, each mobile unit's minimum and maximum quality of service constraints will be satisfied at the end of the micro-schedule horizon. This determination is based on the amount of LLC-layer throughput that each user has received thus far and an estimate of the performance of the CS/MCS used by each mobile unit under current RF conditions.
- the micro-scheduler 130 In calculating the minimum and maximum number of blocks that should be allocated to each TBF over the micro-schedule horizon, the micro-scheduler 130 assumes the airlink performance of each TBF at the start of the horizon will remain unchanged over the rather short micro-schedule horizon (e.g., 200 milliseconds). The micro-scheduler will attempt to compensate for any errors made by this assumption during subsequent micro-schedule horizons. The micro-scheduler determines the fraction of blocks should be allocated for “peak picking”. It generates a “micro-schedule” as shown in FIG. 3 , a plan of which airlink blocks should be allocated to which TBFs.
- the micro-schedule is consulted once every 20 milliseconds on each time slot. Small changes are made on the fly to account for scheduling of PACCH blocks, the start of new TBFs, mobile units that do not have data to send, and so on.
- the micro-scheduler determines the minimum number of airlink blocks that should be allocated to each TBF over the duration of the scheduling horizon. It should be noted that these new totals may differ from previous scheduling intervals due to changes in the coding scheme, block errors, blocks that were pre-empted by PAACH blocks and so on.
- a micro-schedule determines which blocks should be reserved for each mobile unit (e.g., a block 312 is reserved for mobile unit 4 ) on each timeslot 310 over a micro-schedule horizon.
- the number of reservations for each mobile unit in the micro-schedule is equivalent to the number of blocks needed for the mobile to satisfy its minimum LLC rate constraints and to “sound” the channel (as explained below).
- Unreserved blocks are termed “wildcards” 314 , which can be used to pick peaks.
- the micro-scheduler 130 may allocate a radio block for a TBF during a scheduling horizon even though one is not needed to satisfy its minimum throughput constraints. This allocation is useful because link adaptation and power control algorithms rely on a relatively steady stream of blocks between the network and the mobile unit to estimate RF conditions. If long periods of time pass without blocks flowing between the network and a mobile unit, the GPRS/EGPRS network will be unaware of the current RF conditions experienced by a mobile unit. Without the periodic transfer of blocks between the GPRS/EGPRS network and mobile units, power control algorithms will be forced to increase power to account for the uncertainty in channel conditions, and link adaptation algorithms will be forced to use more robust coding schemes that yield low throughputs.
- the micro-scheduler will periodically attempt to send/receive a block to/from each mobile unit with an active TBF. Periodic transfer of radio blocks for the sake of detecting the quality of the airlink is referred to as “channel sounding”.
- channel sounding Periodic transfer of radio blocks for the sake of detecting the quality of the airlink.
- the micro-scheduler 130 ensures that enough blocks are allocated to each TBF over the scheduling horizon for channel sounding.
- FIG. 4 illustrates a flowchart of a method 400 for generating a micro-schedule.
- Method 400 starts in step 405 and proceeds to step 410 .
- step 410 method 400 determines the minimum number of airlink blocks for each mobile unit. Specifically, the micro-scheduler 130 determines the minimum number of airlink blocks that should be allocated to each mobile over the MicroSchedule horizon so as to satisfy minimum LLC throughput and channel sounding constraints.
- step 420 method 400 queries whether one or more mobile units with TBFs that are assigned to more than one time slot. If the query is negatively answered, then method 400 proceeds to step 430 . If the query is positively answered, then method 400 proceeds to step 425 where the reservations are distributed among the timeslots. Specifically, for mobile units with TBFs assigned to more than one timeslot, the micro-scheduler must decide how to split up the reservations among the timeslots. In one embodiment, this is accomplished with a waterfilling heuristic. This packing heuristic attempts to balance the number of reserved blocks on each timeslot.
- step 430 method 400 queries whether there is an over assignment of reservations. If the query is negatively answered, then method 400 proceeds to step 440 . If the query is positively answered, then method 400 proceeds to step 435 where some of the reservations are selected to be removed or pruned. Specifically, after applying the waterfilling heuristic to assign reservations to timeslots, it is possible that some timeslots will be allotted more reservations than there are transmission opportunities over the micro-schedule horizon.
- a heuristic algorithm is applied to remove reservations from one or more mobile units until the total number of reservations on each timeslot is less than or equal to 10. For example, those mobile units with a lower priority or generating the least revenue will get their reservations removed first. Reservations removed by the heuristic are moved to a priority queue. If during the scheduling horizon a mobile unit does not use its reservation, then mobile units holding reservations which were moved to the priority queue receive the first chance to use the available reservation.
- step 440 method 400 smears or spreads the reservations within the schedule horizon. Specifically, to optimize the micro-schedule, reserved blocks allocated to a particular mobile unit and wildcards are smeared as evenly as possible in time. This spreading is accomplished to maximize time diversity. Spreading of wildcards also allows new TBFs to be served with low delay. Method 400 ends in step 445 .
- generating a micro-schedule at the start of the horizon interval spares the system from having to make complicated scheduling decisions each time a downlink block must be sent, or a USF flag must be flipped, thereby saving processing cycles.
- not all information needed to plan the precise order in which to send blocks over the micro-schedule horizon is available at the start of a micro-schedule horizon (e.g., when PACCH blocks will be sent, when new TBFs will start, when existing TBFs terminate and so on).
- the order in which blocks are assigned to different TBFs needs to be adapted on the fly, with the micro-schedule as a guide.
- the present invention employs a “priority queue”and a “wildcard queue”.
- the priority queue 132 is used to store reservations needed by mobile units to satisfy their minimum throughput and channel sounding constraints.
- the priority queue holds reservations from TBFs that, due to infeasibility, cannot be placed in the micro-schedule.
- reservations appearing in the priority queue are served in order of decreasing revenue/radio block (or based on priority), i.e., the TBF generating the highest revenue per radio block is served first, followed by the next highest, and so on.
- the priority queue is also used to hold reservations from TBFs that had reservations in the micro-schedule that were preempted by PACCH blocks. For example, if a block in the micro-schedule contained a reservation and that block is needed to carry a PACCH block, then that reservation is pushed to the priority queue. Thus, PACCH blocks have pre-emptive priority over reservations. Reservations moved to the priority queue because of PACCH pre-emption will get first chance to access wildcards later in the micro-schedule horizon.
- the wildcard queue 132 is used to store “credits” for each TBF.
- the sum of reservations appearing in a micro-schedule, reservations appearing in the priority queue, and credits appearing in the wildcard queue for each TBF is equal to the maximum number of airlink blocks that may be allocated to the TBF over the period of the micro-schedule.
- credits are also sorted in order of decreasing revenue/radio block. Thus, credits are used to ensure that when the micro-scheduler picks peaks, the throughput levels are kept at or below the TBF's maximum throughput constraint.
- the wildcard block is given to the mobile unit holding a reservation in the priority queue with the highest revenue/block, and the corresponding reservation is removed from the priority queue.
- the wildcard block is given to a mobile unit only if there is an RLC block, i.e., a new transmission, or a retransmission of a NACKed block that can be sent.
- the wildcard block is given to the mobile unit assigned to the timeslot which hasn't yet hit its maximum allocation for the micro-schedule horizon. This is accomplished by giving the block to the mobile unit with the highest revenue/block assigned to the timeslot which has a credit appearing in the wildcard queue, and then removing a credit for the selected mobile unit from the wildcard queue. (For downlink transmissions, the wildcard block is given to a mobile unit only if there is an RLC block, i.e., a new transmission, or a retransmission of a NACKed block that can be sent).
- RLC block i.e., a new transmission, or a retransmission of a NACKed block that can be sent.
- the airlink block is given to the mobile unit holding the reservation.
- the block is given to a mobile unit only if there is an RLC block, i.e., a new transmission, or a retransmission of a NACKed block that can be sent.
- the reserved block becomes a “wildcard”, and the rules for serving wildcard blocks above are applied.
- TBFs that start after the micro-schedule horizon should be allocated blocks within the micro-schedule interval, if possible. This is accomplished by placing reservations and credits for the new TBF on the priority and wildcard queues. The number of reservations and credits placed in the queues is appropriate to satisfy the TBF's minimum and maximum throughput constraints over the time remaining in the micro-schedule horizon.
- the micro-scheduler 130 employs logic to track the amount of LLC data carried by the network on behalf of each TBF. This careful accounting allows the micro-scheduler to determine the minimum and maximum number of airlink blocks that should be allocated to each TBF over the course of a micro-schedule horizon.
- FIG. 5 illustrates a graph 500 of a “throughput cone” of the present invention.
- FIG. 5 shows a plot of the cumulative number of LLC bytes 510 carried by the network on behalf of a TBF as a function of time 520 .
- the origin, 0, 530 is the time at which the TBF was initiated.
- the lower border of the throughput cone, shown by the line OB min 535 denotes the minimum number of bytes that should be carried by the network on behalf of the TBF as a function of time if its LLC data were carried at precisely its minimum QoS rate constraint.
- the upper border of the throughput cone denotes the maximum number of bytes that can be carried by the network on behalf of the TBF as a function of time if its LLC data were carried at precisely its maximum QoS rate constraint.
- the minimum and maximum QoS rate constraints determine the border of the throughput cone 540 . At any time, provided the number of LLC bytes carried on behalf of a TBF lies within the corresponding throughput cone, then that TBF's minimum and maximum QoS rate constraints are being satisfied by the micro-scheduler.
- the throughput cone can be used to determine the minimum and maximum number of LLC bytes which should be allotted to the TBF over the MicroSchedule horizon. (See FIG. 5 .) If, in turn, the number of LLC bytes carried per radio block over the horizon is known a priori, then the micro-scheduler 130 can calculate the minimum and maximum number of radio blocks to allocate to the TBF over the horizon.
- a counter is used to track the amount of LLC bytes that have been carried by the network on behalf of a TBF.
- the rules for incrementing this cumulative byte counter can be implemented as follows:
- t curr 522 denotes the current time
- b curr 512 denotes the number of bytes sent by the network to the mobile unit so far.
- the current micro-schedule horizon starts at time t curr and ends at time t curr + ⁇ T.
- the difference between b curr and the value of the line OB min at time t curr +2 ⁇ T denotes the number of bytes that must be transmitted to the mobile unit during the next micro-schedule horizon in order to meet the mobile unit's minimum QoS rate requirements. It is easy to see now that if the TBF's buffers are empty for several successive micro-schedule horizons, then the amount of airlink resources that will be needed to meet the mobile unit's minimum QoS requirements will be more than what is available. The reason this situation arose is because the TBF's buffers were empty.
- the present invention adopts the “use it or lose it” rule. Under this rule, it is clear that as long as adequate reservations are made for the TBF in each micro-schedule horizon, the counter will lie within the throughput cone of the TBF even if buffers are empty.
- the present invention calculates the minimum and maximum number of LLC bits that may be allocated to each TBF. To that end, the present invention denotes Bits min QoS,k DL the number of LLC bits that must be transmitted for TBF k from the time the TBF began until the end of the current micro-schedule horizon in order to satisfy TBF k's minimum downlink QoS rate constraint.
- Bits min QoS,k DL is incremented by an amount, that equals the product of TBF k's minimum downlink QoS transmission rate (R min Qos,k DL ) and the duration of the micro-schedule horizon (T schd ). Similarly, Bits max QoS,k DL .
- TBF k which denotes the maximum number of LLC bits that can be transmitted for TBF k from the time the TBF began until the end of the current micro-schedule horizon, is incremented by the product of TBF k's maximum downlink QoS transmission rate (R max QoS,k DL ) and T schd at the beginning of the micro-schedule horizon.
- R max QoS,k DL maximum downlink QoS transmission rate
- T schd the beginning of the micro-schedule horizon.
- the present invention denotes Virt_Bits k DL the number of “effective bits” that have actually been transmitted for TBF k.
- the goal of the micro-scheduler is to meet the inequality below in every micro-schedule horizon as much as possible: Bits min QoS,k DL ⁇ Virt_Bits k DL ⁇ Bits max QoS,k DL (equ. 5)
- the present invention applies the notion of “freezing.” If a TBF is empty for the entire duration of a micro-schedule horizon, and Virt_Bits k DL equals Bits min QoS,k DL the TBF is frozen and the freeze flag freeze,k DL is set to 1. For a frozen TBF, Bits min QoS,k DL and Bits max QoS,k DL are not incremented at the beginning of a micro-schedule horizon. In addition, the variable Virt_Bits k DL is left unchanged during the scheduling interval. When a frozen TBF becomes active, it is “defrosted”, and its freeze flag is reset.
- Bits min QoS,k DL is next translated into Min_Qs k DL which is the minimum and maximum number of radio blocks that need to be transmitted to the TBF in the current scheduling interval in order to satisfy its minimum QoS requirement.
- Bits max QoS,k DL is translated into Max_QS k DL which denotes the maximum number of radio blocks that can be sent to the TBF in the current scheduling interval.
- the present invention also calculates the number of sounding blocks N sounding,k DL that should be transmitted.
- the minimum number of blocks Min_QS k DL has to be no less than N sounding,k DL .
- TBFs are assigned a ranking or priority based on its revenue generating potential.
- the priority depends on C k DL , block_size eff,k DL and Min_QS k DL .
- TBFs in the wild-card queue are ordered based on this priority.
- the present invention tries to meet the minimum requirements for the TBFs with a higher priority.
- the present invention determines how to distribute Min_QS k DL between the timeslots assigned to the TBF. Specifically, the present invention needs to determine A k j,DL the number of blocks assigned to TBF k on timeslot j, such that
- Min_QS k DL ⁇ j ⁇ ⁇ A k j , DL . These assignments will be called reservations in the sequel.
- the total number of radio blocks that can be transmitted on each timeslot in any micro-schedule horizon is limited to N blk .
- Min_QS k DL the minimum QoS requirement
- the present invention attempts to maximize the number of TBFs for whom the minimum requirements are met.
- the present invention determines A k j,DL in two steps.
- the present invention uses a “water-filling” method to distribute the radio blocks of each TBF among the timeslots it is assigned. This method attempts to balance the total number of reservations on each timeslot without taking into account possible infeasibilities in the assignment. In other words, at the end of the first step it is possible that
- Load j DL the load on timeslot j
- the water-filling algorithm works on TBFs sequentially: allocating blocks for single-slot TBFs first, followed by two-slot TBFs, and so on. TBFs that have been assigned the same number of timeslots are handled in an order determined by the value of Min_QS k DL , starting with the TBF with the largest Min_QS k DL .
- a timeslot to which a TBF has been assigned may already contain reservations for other TBFs from earlier iterations of the algorithm.
- the algorithm finds a value C (also called “water-level”), such that on all timeslots assigned to the TBF, it holds that
- the solution to the values of c and A k j,DL obtained from the equations above need not be integer-valued. Clearly, such a solution is not acceptable because non-integer reservations are not possible.
- any rounding operations based on a particular implementation can be employed to guarantee integer-valued solutions for A k j,DL . For example, these operations may minimize
- the present invention takes into account possible infeasibilities in the assignments in the first step.
- one goal is to maximize the number of TBFs for whom the minimum QoS requirements are satisfied.
- TBFs whose reservations have been removed are placed in a priority queue in the order of their respective priorities. In one embodiment, the TBF with the highest priority among the TBFs in the priority queue appears at the head of the queue.
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Databases & Information Systems (AREA)
- Mobile Radio Communication Systems (AREA)
Abstract
Description
-
- Rmin j Target minimum LLC-layer throughput for all users in service class j. This is a tuneable parameter. (bps)
- Rmax j Target maximum LLC-layer throughput for users in service class j. This is a tuneable parameter. (bps)
- ri j LLC-layer throughput user i in service class j would receive if it were given all the transmission capacity on each timeslot assigned to its TBF. This throughput value reflects the efficiency of the RLC/MAC layer experienced by this mobile on timeslots assigned to it. This parameter is determined by the link adaptation algorithm, reflecting the estimated LLC data carrying capacity of the airlink under the MCS currently being used by the mobile and the prevailing radio conditions. (bps).
- Si j Set of timeslots allocated to user i in service class j. This set is determined by the resource allocation algorithm which allocates TBFs to timeslots.
- pi j(s) Fraction of airlink radio blocks on timeslot s allocated to user i in service classj. (0≦pi j(s)≦1.) This fraction is total amount of airlink resources allocated to this user on timeslot s for initial transmissions of RLC blocks, retransmissions of RLC blocks, and control messages. This parameter is calculated by the algorithm.
- cj Revenue generated by carrying traffic for users in service class j. (E.g., lira/bps, cj≧0.) This is a tuneable parameter.
subject to:
denotes the total LLC-layer throughput a user will receive under its allocation of physical layer bandwidth (radio blocks). Regardless of which coding scheme is used over the air interface, the network will try to guarantee each user a minimum LLC-layer throughput Rmin j measured over a timescale of seconds. Network operators provide service differentiation by assigning different user classes different minimum LLC throughput targets, the assumption being that users who pay more for GPRS/EGPRS service will be assigned higher minimum LLC-layer throughput targets.
-
- 1. If the radio block being transmitted is not a retransmission of a NACKed radio block, then the TBF's cumulative byte counter is incremented by the number of LLC-layer bytes contained in the radio block (the payload size of the current CS/MCS being used).
- 2. “Use it or lose it” rule: In the case a downlink, if TBF has a reservation in the MicroSchedule but has nothing to send (there is no LLC data queued for the TBF in the system), then the TBF's cumulative byte counter is incremented by the payload size of the current CS/MCS being used.
-
- 3. If a wildcard block appears in the micro-schedule, a TBF assigned to the timeslot with a reservation in the priority queue is given an opportunity to transmit a radio block. (Recall that a reserved block is placed in the priority queue in the event of infeasibility, if the TBF's reservation is pre-empted by a PACCH block, or if the TBF began after the start of the micro-schedule horizon.) Thus, this transmission opportunity given to a TBF in the priority queue is part of that needed by the TBF to meet its minimum QoS rate. Thus, as in
case 2 above, the cumulative byte counter is incremented in the event of a new or fresh transmission, or, for a downlink TBF, if there is no new LLC-data to send on the TBF. The latter is in keeping with the above “use it or lose it” rule. - 4. In case that there are no reservations appearing in the priority queue for TBFs assigned to the timeslot, (or, for downlink TBFs, TBFs with reservations in the priority queue do not have an RLC block to send), then a TBF assigned to the timeslot with credits in the wildcard queue is given an opportunity to transmit. The cumulative byte counter is incremented in the event of a new or fresh transmission. If, however, the TBF's buffers are empty, then the counter is left unchanged. The reason the “use it or lose it” rule is not applied here is because a wildcard transmission is not required to meet the mobile unit's minimum QoS requirements. The transmission is intended for “peak-picking” or to maximize the network operator's revenue. Thus, the counter will continue to remain within the corresponding throughput cone even if it is left unchanged.
- 5. In case of uplink TBFs, the “use it or lose it” rule cannot be applied because the state of the uplink TBF's buffers are not known to the system.
Following the above rules allows the present invention to track the amount of LLC bytes carried by the network on behalf of the TBF. Since in some cases the counter is incremented when a mobile unit does not send LLC data, the counter will be referred to as a “virtual bit” counter.
- 3. If a wildcard block appears in the micro-schedule, a TBF assigned to the timeslot with a reservation in the priority queue is given an opportunity to transmit a radio block. (Recall that a reserved block is placed in the priority queue in the event of infeasibility, if the TBF's reservation is pre-empted by a PACCH block, or if the TBF began after the start of the micro-schedule horizon.) Thus, this transmission opportunity given to a TBF in the priority queue is part of that needed by the TBF to meet its minimum QoS rate. Thus, as in
Bitsmin QoS,k DL≦Virt_Bitsk DL≦Bitsmax QoS,k DL (equ. 5)
These assignments will be called reservations in the sequel.
for some timeslot j. Note that the load on timeslot j, denoted Loadj DL equals
Note that the solution to the values of c and Ak j,DL obtained from the equations above need not be integer-valued. Clearly, such a solution is not acceptable because non-integer reservations are not possible. Thus, any rounding operations based on a particular implementation can be employed to guarantee integer-valued solutions for Ak j,DL. For example, these operations may minimize
which equals the maximum difference in the loading of the different timeslots.
Claims (23)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US10/439,759 US7502352B2 (en) | 2003-05-16 | 2003-05-16 | Scheduling method for quality of service differentiation for non-real time services in packet radio networks |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US10/439,759 US7502352B2 (en) | 2003-05-16 | 2003-05-16 | Scheduling method for quality of service differentiation for non-real time services in packet radio networks |
Publications (2)
Publication Number | Publication Date |
---|---|
US20040228353A1 US20040228353A1 (en) | 2004-11-18 |
US7502352B2 true US7502352B2 (en) | 2009-03-10 |
Family
ID=33417886
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US10/439,759 Active 2026-06-01 US7502352B2 (en) | 2003-05-16 | 2003-05-16 | Scheduling method for quality of service differentiation for non-real time services in packet radio networks |
Country Status (1)
Country | Link |
---|---|
US (1) | US7502352B2 (en) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20090080379A1 (en) * | 2007-09-25 | 2009-03-26 | Mitsuhiro Takashima | Communication Equipment |
Families Citing this family (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8891349B2 (en) * | 2004-07-23 | 2014-11-18 | Qualcomm Incorporated | Method of optimizing portions of a frame |
US20060067280A1 (en) * | 2004-09-29 | 2006-03-30 | Howard John S | Wireless medium access control protocol with micro-scheduling |
US7643406B2 (en) * | 2004-12-06 | 2010-01-05 | Nextel Communications Company L.P. | System and method for enhancing capacity for a wireless communication system |
JP4643330B2 (en) * | 2005-03-28 | 2011-03-02 | ソニー株式会社 | COMMUNICATION PROCESSING DEVICE, DATA COMMUNICATION SYSTEM, COMMUNICATION PROCESSING METHOD, AND COMPUTER PROGRAM |
CN101366024B (en) * | 2005-05-16 | 2014-07-30 | 电子湾有限公司 | Method and system for processing data searching request |
US7423446B2 (en) * | 2006-08-03 | 2008-09-09 | International Business Machines Corporation | Characterization array and method for determining threshold voltage variation |
JP4751791B2 (en) * | 2006-08-22 | 2011-08-17 | 株式会社エヌ・ティ・ティ・ドコモ | Data inflow control device and data inflow control method |
FR2910655B1 (en) * | 2006-12-22 | 2009-02-27 | Thales Sa | METHOD FOR RESERVATION AND DYNAMIC ALLOCATION OF TIME CRANES IN A NETWORK WITH SERVICE GUARANTEE |
US8787351B2 (en) * | 2011-04-14 | 2014-07-22 | Alcatel Lucent | Method and apparatus for scheduling transmissions in a communication network |
Citations (14)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5987320A (en) * | 1997-07-17 | 1999-11-16 | Llc, L.C.C. | Quality measurement method and apparatus for wireless communicaion networks |
US6178235B1 (en) * | 1996-12-13 | 2001-01-23 | Telefonaktiebolaget Lm Ericsson | Dynamic traffic distribution |
US20010048681A1 (en) * | 2000-03-24 | 2001-12-06 | International Business Machines Corporation | Wire speed reassembly of data frames |
US20020003783A1 (en) * | 1999-09-28 | 2002-01-10 | Kari Niemela | Allocating abis interface transmission channels in packet cellular radio network |
US20020191558A1 (en) * | 2001-03-30 | 2002-12-19 | Prathima Agrawal | Distributed soft handoff among IP-based base stations |
US20030035394A1 (en) * | 2001-08-10 | 2003-02-20 | Interdigital Technology Corporation | Dynamic link adaption for time division duplex (TDD) |
US20030035396A1 (en) * | 2001-08-17 | 2003-02-20 | Jacobus Haartsen | Method for mapping quality of service requirements to radio protocol parameters |
US20030142637A1 (en) * | 2002-01-25 | 2003-07-31 | Khawer Mohammad Riaz | Dynamic power control for a TDMA based air interface |
US6701151B2 (en) * | 2001-03-27 | 2004-03-02 | Ericsson Inc. | Short access for realizing a signaling radio bearer in geran |
US6856812B1 (en) * | 2000-06-30 | 2005-02-15 | Lucent Technologies Inc. | Downlink power control method for wireless packet data network |
US6901072B1 (en) * | 2003-05-15 | 2005-05-31 | Foundry Networks, Inc. | System and method for high speed packet transmission implementing dual transmit and receive pipelines |
US6907243B1 (en) * | 1999-06-09 | 2005-06-14 | Cisco Technology, Inc. | Method and system for dynamic soft handoff resource allocation in a wireless network |
US6920121B2 (en) * | 2003-03-17 | 2005-07-19 | Qprs Limited | Quality packet radio service for a general packet radio system |
US7197025B2 (en) * | 1997-10-14 | 2007-03-27 | Lucent Technologies Inc. | Method for paging a device in a wireless network |
-
2003
- 2003-05-16 US US10/439,759 patent/US7502352B2/en active Active
Patent Citations (14)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6178235B1 (en) * | 1996-12-13 | 2001-01-23 | Telefonaktiebolaget Lm Ericsson | Dynamic traffic distribution |
US5987320A (en) * | 1997-07-17 | 1999-11-16 | Llc, L.C.C. | Quality measurement method and apparatus for wireless communicaion networks |
US7197025B2 (en) * | 1997-10-14 | 2007-03-27 | Lucent Technologies Inc. | Method for paging a device in a wireless network |
US6907243B1 (en) * | 1999-06-09 | 2005-06-14 | Cisco Technology, Inc. | Method and system for dynamic soft handoff resource allocation in a wireless network |
US20020003783A1 (en) * | 1999-09-28 | 2002-01-10 | Kari Niemela | Allocating abis interface transmission channels in packet cellular radio network |
US20010048681A1 (en) * | 2000-03-24 | 2001-12-06 | International Business Machines Corporation | Wire speed reassembly of data frames |
US6856812B1 (en) * | 2000-06-30 | 2005-02-15 | Lucent Technologies Inc. | Downlink power control method for wireless packet data network |
US6701151B2 (en) * | 2001-03-27 | 2004-03-02 | Ericsson Inc. | Short access for realizing a signaling radio bearer in geran |
US20020191558A1 (en) * | 2001-03-30 | 2002-12-19 | Prathima Agrawal | Distributed soft handoff among IP-based base stations |
US20030035394A1 (en) * | 2001-08-10 | 2003-02-20 | Interdigital Technology Corporation | Dynamic link adaption for time division duplex (TDD) |
US20030035396A1 (en) * | 2001-08-17 | 2003-02-20 | Jacobus Haartsen | Method for mapping quality of service requirements to radio protocol parameters |
US20030142637A1 (en) * | 2002-01-25 | 2003-07-31 | Khawer Mohammad Riaz | Dynamic power control for a TDMA based air interface |
US6920121B2 (en) * | 2003-03-17 | 2005-07-19 | Qprs Limited | Quality packet radio service for a general packet radio system |
US6901072B1 (en) * | 2003-05-15 | 2005-05-31 | Foundry Networks, Inc. | System and method for high speed packet transmission implementing dual transmit and receive pipelines |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20090080379A1 (en) * | 2007-09-25 | 2009-03-26 | Mitsuhiro Takashima | Communication Equipment |
US8208432B2 (en) * | 2007-09-25 | 2012-06-26 | Hitachi Kokusai Electric Inc. | Communication equipment |
Also Published As
Publication number | Publication date |
---|---|
US20040228353A1 (en) | 2004-11-18 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US7430209B2 (en) | Method and apparatus for providing communications bandwidth to users having a committed data rate based on priority assignment | |
US6996061B2 (en) | Dynamic scheduling for packet data network | |
US7349338B2 (en) | Scheduler and method for scheduling transmissions in a communication network | |
JP4444246B2 (en) | Apparatus and method for scheduling data in a communication system | |
US7123627B2 (en) | Class of computationally parsimonious schedulers for enforcing quality of service over packet based AV-centric home networks | |
US8111652B2 (en) | Base station, radio communication system, and communication method | |
US7924804B2 (en) | Scheduling depending on quality of service and channel properties | |
US6529520B1 (en) | Method and device for bandwidth allocation in multiple access protocols with contention-based reservation | |
US7453801B2 (en) | Admission control and resource allocation in a communication system supporting application flows having quality of service requirements | |
US7257083B2 (en) | Method and apparatus for policy-based dynamic preemptive scheduling of data transmissions | |
US8687493B2 (en) | Method and system for inroute bandwidth allocation supporting multiple traffic priorities in a satellite network | |
US8059531B2 (en) | Packet scheduling method for real-time traffic transmission in mobile telecommunication system | |
EP1816793A1 (en) | Method for uplink bandwidth request and allocation in wireless communication system | |
US20030135632A1 (en) | Priority scheduler | |
US7502352B2 (en) | Scheduling method for quality of service differentiation for non-real time services in packet radio networks | |
US20030185214A1 (en) | System and method for scheduling protocol data units | |
US20020075804A1 (en) | Method for scheduling packetized data traffic | |
US20120106341A1 (en) | Method and System for Adaptive Resource Allocation | |
US7639651B2 (en) | Distributed medium access control for broadband access systems | |
US20110047271A1 (en) | Method and system for allocating resources | |
US20070053322A1 (en) | Method and apparatus for scheduling in a communication system | |
Zhang et al. | A variable slot length TDMA protocol for personal communication systems | |
KR101138105B1 (en) | Scheduler and method for uplink scheduling of subscriber station in broadband wireless access system | |
Figueira et al. | Remote-queueing multiple access (RQMA): Providing quality of service for wireless communications | |
Misic et al. | Simple and efficient MAC for cognitive wireless personal area networks |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
AS | Assignment |
Owner name: LUCENT TECHNOLOGIES INC., NEW JERSEY Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:BALACHANDRAN, KRISHNA;BUDKA, KENNETH C.;DAS, ARNAB;AND OTHERS;REEL/FRAME:014477/0149;SIGNING DATES FROM 20030514 TO 20030515 |
|
FEPP | Fee payment procedure |
Free format text: PAYOR NUMBER ASSIGNED (ORIGINAL EVENT CODE: ASPN); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY |
|
AS | Assignment |
Owner name: ALCATEL-LUCENT USA INC., NEW JERSEY Free format text: MERGER;ASSIGNOR:LUCENT TECHNOLOGIES INC.;REEL/FRAME:022124/0035 Effective date: 20081101 |
|
STCF | Information on status: patent grant |
Free format text: PATENTED CASE |
|
FPAY | Fee payment |
Year of fee payment: 4 |
|
FPAY | Fee payment |
Year of fee payment: 8 |
|
AS | Assignment |
Owner name: PROVENANCE ASSET GROUP LLC, CONNECTICUT Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:NOKIA TECHNOLOGIES OY;NOKIA SOLUTIONS AND NETWORKS BV;ALCATEL LUCENT SAS;REEL/FRAME:043877/0001 Effective date: 20170912 Owner name: NOKIA USA INC., CALIFORNIA Free format text: SECURITY INTEREST;ASSIGNORS:PROVENANCE ASSET GROUP HOLDINGS, LLC;PROVENANCE ASSET GROUP LLC;REEL/FRAME:043879/0001 Effective date: 20170913 Owner name: CORTLAND CAPITAL MARKET SERVICES, LLC, ILLINOIS Free format text: SECURITY INTEREST;ASSIGNORS:PROVENANCE ASSET GROUP HOLDINGS, LLC;PROVENANCE ASSET GROUP, LLC;REEL/FRAME:043967/0001 Effective date: 20170913 |
|
AS | Assignment |
Owner name: NOKIA US HOLDINGS INC., NEW JERSEY Free format text: ASSIGNMENT AND ASSUMPTION AGREEMENT;ASSIGNOR:NOKIA USA INC.;REEL/FRAME:048370/0682 Effective date: 20181220 |
|
MAFP | Maintenance fee payment |
Free format text: PAYMENT OF MAINTENANCE FEE, 12TH YEAR, LARGE ENTITY (ORIGINAL EVENT CODE: M1553); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY Year of fee payment: 12 |
|
AS | Assignment |
Owner name: PROVENANCE ASSET GROUP LLC, CONNECTICUT Free format text: RELEASE BY SECURED PARTY;ASSIGNOR:CORTLAND CAPITAL MARKETS SERVICES LLC;REEL/FRAME:058983/0104 Effective date: 20211101 Owner name: PROVENANCE ASSET GROUP HOLDINGS LLC, CONNECTICUT Free format text: RELEASE BY SECURED PARTY;ASSIGNOR:CORTLAND CAPITAL MARKETS SERVICES LLC;REEL/FRAME:058983/0104 Effective date: 20211101 Owner name: PROVENANCE ASSET GROUP LLC, CONNECTICUT Free format text: RELEASE BY SECURED PARTY;ASSIGNOR:NOKIA US HOLDINGS INC.;REEL/FRAME:058363/0723 Effective date: 20211129 Owner name: PROVENANCE ASSET GROUP HOLDINGS LLC, CONNECTICUT Free format text: RELEASE BY SECURED PARTY;ASSIGNOR:NOKIA US HOLDINGS INC.;REEL/FRAME:058363/0723 Effective date: 20211129 |
|
AS | Assignment |
Owner name: RPX CORPORATION, CALIFORNIA Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:PROVENANCE ASSET GROUP LLC;REEL/FRAME:059352/0001 Effective date: 20211129 |
|
AS | Assignment |
Owner name: BARINGS FINANCE LLC, AS COLLATERAL AGENT, NORTH CAROLINA Free format text: PATENT SECURITY AGREEMENT;ASSIGNOR:RPX CORPORATION;REEL/FRAME:063429/0001 Effective date: 20220107 |
|
AS | Assignment |
Owner name: RPX CORPORATION, CALIFORNIA Free format text: RELEASE OF LIEN ON PATENTS;ASSIGNOR:BARINGS FINANCE LLC;REEL/FRAME:068328/0278 Effective date: 20240802 |
|
AS | Assignment |
Owner name: BARINGS FINANCE LLC, AS COLLATERAL AGENT, NORTH CAROLINA Free format text: PATENT SECURITY AGREEMENT;ASSIGNORS:RPX CORPORATION;RPX CLEARINGHOUSE LLC;REEL/FRAME:068328/0674 Effective date: 20240802 |